"A tool or feature in GitLab for parsing code" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.
Ask questions about Claude Code, Cursor, Codex and MCP — get answers grounded in their official docs, with citations. A hybrid RAG service that AI agents call through two MCP tools (or over REST). It indexes ~600 pages of official documentation, refreshes itself daily, and every design choice is backed by an experiment.
jitprompt gives your agents just-in-time instructions. Upload your docs as they are, and your agent gets the right section over MCP at the moment it needs it, instead of 20k tokens of system prompt every turn.
CapaLens is a read-only software directory for people and AI assistants. Explore 234 software products and 347 MCP, API and CLI interface listings using seven discovery tools. Documentation review does not mean live vendor testing or security testing; no vendor integrations have been tested. CapaLens does not execute vendor actions or collect vendor credentials.
Agentic commerce dispute resolution and AI arbitration for marketplaces. Read authorized cases and served Awards, prepare filings and Answers for personal review, and submit authorized briefs and messages. Consent-based AI-only or AI-assisted human arbitration, with reasoned decisions and an optional paid human appeal.
Document to Markdown: convert Word, Excel, PowerPoint and PDF files to Markdown for an LLM.
Manufacturer datasheet pages, tables, graphs and drawings for AI circuit design, cited by page.
Research methods for AI assistants: study design guidance, R and Python code, and citations
Search the official docs of Claude Code, Cursor, OpenAI Codex and MCP, refreshed daily.
DevSpeak is a writing tool for developers, available to your coding agent over MCP. Call `optimize_text` to improve a PR description, commit message, ticket or doc in the language it was written in, or set `correctionsOnly` to fix only spelling, grammar and punctuation. Call `translate_text` to turn rough notes into a technical spec, Jira tickets, an RFC, an API design or a data model for the audience you choose (Junior Dev, Senior Dev, Tech Lead, SRE or Data Engineer). It also translates README files with `translate_markdown`, refines earlier output and lists your history. Requires a DevSpeak API key; a free account includes one key with 50 API requests a month.
90-day AI adoption framework for managers: overview, pricing, FAQ and an AI readiness assessment.
Vietnam HS code classification, import/export tariff lookup, explanatory notes and WCO classification opinions for customs declarations. Unofficial; not affiliated with Vietnam Customs. By OZ.
Expert know-how (kits) any AI can read or run, always the latest version.
Free, read-only access to Alicia's published English and Chinese notes on Houdini, Three.js, OpenUSD and AI-assisted 3D workflows. Search articles, read full Markdown, browse topics and recent notes. Results include canonical source URLs and author attribution. No account or API key; Streamable HTTP with four read-only tools. Digital Garden is the interactive 3D flower artwork at digitalgarden.si. Setup: https://digitalgarden.si/agents/
Crawls any website and generates a standards-compliant /llms.txt file and JSON-LD schema bundle.
Prepare Secret Santa, Kris Kringle, and other gift-exchange drafts with participant names, gift limits, dates, and exclusions, and answer gift-exchange questions from Shuffleroo's help pages. Free, with no authentication required. The organizer reviews a private one-time draft link and starts the group themselves. Drafts expire after 24 hours. The connector cannot start groups, send emails or invitations, or reveal assignments. Learn more: https://shuffleroo.com/ai
Official MCP server for Alshhbaa Copperware -نحاسيات الشهباء https://alshhbaa.com and the https://shop at shop.alshhbaa.com luxury chandeliers ,lighting and handcrafted brassware. Provides read-only tools to search products, browse chandeliers and lamps, check shipping rates, and inspect OpenAPI developer docs.
Overleaf alternative online LaTeX editor. AI agents edit, comment, and chat. Keep or revert edits.
Grounded search over chinaready.co — practical guides for launching software in Mainland China (ICP filing, app-store publishing, China cloud regions, payments). Three read-only tools: hybrid search, topic catalog, and full articles as Markdown. Every result carries an absolute source URL so answers can be cited. Free, no account, no keys.
Public, dated project notes from the iinventedlight / corrow indie studio, covering the Starweave DAW, the Crystal Storm game, music and art. It's a remote streamable-HTTP MCP server at https://iinventedlight.com/mcp, with three read-only tools: list_notes, read_note and search_notes. There's also an optional submit_contribution tool that needs a key and only sends to a private review queue that a person approves. Agents should ask their user before submitting anything. Notes are CC BY 4.0.
